House Prices: Advanced Regression Techniques

Dataset info

Number of variables	74
Number of observations	1460
Missing cells	0 (0.0%)
Duplicate rows	0 (0.0%)
Total size in memory	844.2 KiB
Average record size in memory	592.1 B

Variables types

Numeric	40
Categorical	26
Boolean	6
Date	0
URL	0
Text (Unique)	0
Rejected	2
Unsupported	0

Warnings

`2ndFlrSF` has 829 (56.8%) zeros	Zeros
`3SsnPorch` has 1436 (98.4%) zeros	Zeros
`BsmtCond` has 37 (2.5%) zeros	Zeros
`BsmtExposure` has 38 (2.6%) zeros	Zeros
`BsmtFinSF1` has 467 (32.0%) zeros	Zeros
`BsmtFinSF2` has 1293 (88.6%) zeros	Zeros
`BsmtFinType1` has 37 (2.5%) zeros	Zeros
`BsmtFinType2` has 38 (2.6%) zeros	Zeros
`BsmtQual` has 37 (2.5%) zeros	Zeros
`BsmtUnfSF` has 118 (8.1%) zeros	Zeros
`EnclosedPorch` has 1252 (85.8%) zeros	Zeros
`FireplaceQu` has 690 (47.3%) zeros	Zeros
`GarageArea` has 81 (5.5%) zeros	Zeros
`GarageCars` has 81 (5.5%) zeros	Zeros
`GarageCond` has 81 (5.5%) zeros	Zeros
`GarageQual` is highly correlated with `GarageCond` (ρ = 0.9591716049)	Rejected
`LotFrontage` has 259 (17.7%) zeros	Zeros
`LowQualFinSF` has 1434 (98.2%) zeros	Zeros
`MiscVal` is highly skewed (γ1 = 24.47679419)	Skewed
`MiscVal` has 1408 (96.4%) zeros	Zeros
`OpenPorchSF` has 656 (44.9%) zeros	Zeros
`PoolArea` has 1453 (99.5%) zeros	Zeros
`PoolQC` is highly correlated with `PoolArea` (ρ = 0.9370565005)	Rejected
`ScreenPorch` has 1344 (92.1%) zeros	Zeros
`TotalBsmtSF` has 37 (2.5%) zeros	Zeros
`WoodDeckSF` has 761 (52.1%) zeros	Zeros

1stFlrSF
Numeric

Distinct count	753
Unique (%)	51.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1162.626712
Minimum	334
Maximum	4692
Zeros (%)	0.0%

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Quantile statistics

Minimum	334
5-th percentile	672.95
Q1	882
Median	1087
Q3	1391.25
95-th percentile	1831.25
Maximum	4692
Range	4358
Interquartile range	509.25

Descriptive statistics

Standard deviation	386.587738
Coef of variation	0.3325123481
Kurtosis	5.745841482
Mean	1162.626712
MAD	300.5763089
Skewness	1.376756622
Sum	1697435
Variance	149450.0792
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 334. 481.5 659. 762. 847.5 ... 1393. 1738. 2132.5 2578.5 4692. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
864	25	1.7%
1040	16	1.1%
912	14	1.0%
848	12	0.8%
894	12	0.8%
672	11	0.8%
816	9	0.6%
630	9	0.6%
936	7	0.5%
960	7	0.5%
Other values (743)	1338	91.6%

Minimum 5 values

Value	Count	Frequency (%)
334	1	0.1%
372	1	0.1%
438	1	0.1%
480	1	0.1%
483	7	0.5%

Maximum 5 values

Value	Count	Frequency (%)
4692	1	0.1%
3228	1	0.1%
3138	1	0.1%
2898	1	0.1%
2633	1	0.1%

2ndFlrSF
Numeric

Distinct count	417
Unique (%)	28.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	346.9924658
Minimum	0
Maximum	2065
Zeros (%)	56.8%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	728
95-th percentile	1141.05
Maximum	2065
Range	2065
Interquartile range	728

Descriptive statistics

Standard deviation	436.5284359
Coef of variation	1.258034335
Kurtosis	-0.5534635576
Mean	346.9924658
MAD	396.4775493
Skewness	0.8130298163
Sum	506609
Variance	190557.0753
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 55. 200. 431. 545.5 ... 728.5 916.5 1366. 1564.5 2065. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	829	56.8%
728	10	0.7%
504	9	0.6%
672	8	0.5%
546	8	0.5%
720	7	0.5%
600	7	0.5%
896	6	0.4%
780	5	0.3%
862	5	0.3%
Other values (407)	566	38.8%

Minimum 5 values

Value	Count	Frequency (%)
0	829	56.8%
110	1	0.1%
167	1	0.1%
192	1	0.1%
208	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
2065	1	0.1%
1872	1	0.1%
1818	1	0.1%
1796	1	0.1%
1611	1	0.1%

3SsnPorch
Numeric

Distinct count	20
Unique (%)	1.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.409589041
Minimum	0
Maximum	508
Zeros (%)	98.4%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	508
Range	508
Interquartile range	0

Descriptive statistics

Standard deviation	29.31733056
Coef of variation	8.598493896
Kurtosis	123.6623794
Mean	3.409589041
MAD	6.707082004
Skewness	10.30434203
Sum	4978
Variance	859.505871
Memory size	11.5 KiB

Histogram with fixed size bins (bins=20)

Histogram with variable size bins (bins=[ 0. 11.5 135. 189. 508. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1436	98.4%
168	3	0.2%
216	2	0.1%
144	2	0.1%
180	2	0.1%
245	1	0.1%
238	1	0.1%
290	1	0.1%
196	1	0.1%
182	1	0.1%
Other values (10)	10	0.7%

Minimum 5 values

Value	Count	Frequency (%)
0	1436	98.4%
23	1	0.1%
96	1	0.1%
130	1	0.1%
140	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
508	1	0.1%
407	1	0.1%
320	1	0.1%
304	1	0.1%
290	1	0.1%

Alley
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	1369
1	91

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Value	Count	Frequency (%)
0	1369	93.8%
1	91	6.2%

BedroomAbvGr
Numeric

Distinct count	8
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.866438356
Minimum	0
Maximum	8
Zeros (%)	0.4%

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Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
Median	3
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range	1

Descriptive statistics

Standard deviation	0.8157780441
Coef of variation	0.2845964025
Kurtosis	2.230874582
Mean	2.866438356
MAD	0.576308876
Skewness	0.2117900963
Sum	4185
Variance	0.6654938173
Memory size	11.5 KiB

Histogram with fixed size bins (bins=8)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 5.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	804	55.1%
2	358	24.5%
4	213	14.6%
1	50	3.4%
5	21	1.4%
6	7	0.5%
0	6	0.4%
8	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	6	0.4%
1	50	3.4%
2	358	24.5%
3	804	55.1%
4	213	14.6%

Maximum 5 values

Value	Count	Frequency (%)
8	1	0.1%
6	7	0.5%
5	21	1.4%
4	213	14.6%
3	804	55.1%

BldgType
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	1220
1	240

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Value	Count	Frequency (%)
0	1220	83.6%
1	240	16.4%

BsmtCond
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.934931507
Minimum	0
Maximum	4
Zeros (%)	2.5%

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Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
Median	3
Q3	3
95-th percentile	3
Maximum	4
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.5521585117
Coef of variation	0.1881333552
Kurtosis	18.40224427
Mean	2.934931507
MAD	0.2116907487
Skewness	-3.701033425
Sum	4285
Variance	0.304879022
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	1311	89.8%
4	65	4.5%
2	45	3.1%
0	37	2.5%
1	2	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	37	2.5%
1	2	0.1%
2	45	3.1%
3	1311	89.8%
4	65	4.5%

Maximum 5 values

Value	Count	Frequency (%)
4	65	4.5%
3	1311	89.8%
2	45	3.1%
1	2	0.1%
0	37	2.5%

BsmtExposure
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.630136986
Minimum	0
Maximum	4
Zeros (%)	2.6%

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Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
Median	1
Q3	2
95-th percentile	4
Maximum	4
Range	4
Interquartile range	1

Descriptive statistics

Standard deviation	1.067391295
Coef of variation	0.6547862564
Kurtosis	-0.1295452577
Mean	1.630136986
MAD	0.9074873335
Skewness	1.102968287
Sum	2380
Variance	1.139324176
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	953	65.3%
3	221	15.1%
4	134	9.2%
2	114	7.8%
0	38	2.6%

Minimum 5 values

Value	Count	Frequency (%)
0	38	2.6%
1	953	65.3%
2	114	7.8%
3	221	15.1%
4	134	9.2%

Maximum 5 values

Value	Count	Frequency (%)
4	134	9.2%
3	221	15.1%
2	114	7.8%
1	953	65.3%
0	38	2.6%

BsmtFinSF1
Numeric

Distinct count	637
Unique (%)	43.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	443.639726
Minimum	0
Maximum	5644
Zeros (%)	32.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	383.5
Q3	712.25
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range	712.25

Descriptive statistics

Standard deviation	456.0980908
Coef of variation	1.028082167
Kurtosis	11.11823629
Mean	443.639726
MAD	367.3696735
Skewness	1.685503072
Sum	647714
Variance	208025.4685
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 1.000e+00 2.200e+01 2.450e+01 1.795e+02 7.895e+02 1.087e+03 1.475e+03 2.224e+03 5.644e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	467	32.0%
24	12	0.8%
16	9	0.6%
20	5	0.3%
686	5	0.3%
616	5	0.3%
936	5	0.3%
662	5	0.3%
428	4	0.3%
655	4	0.3%
Other values (627)	939	64.3%

Minimum 5 values

Value	Count	Frequency (%)
0	467	32.0%
2	1	0.1%
16	9	0.6%
20	5	0.3%
24	12	0.8%

Maximum 5 values

Value	Count	Frequency (%)
5644	1	0.1%
2260	1	0.1%
2188	1	0.1%
2096	1	0.1%
1904	1	0.1%

BsmtFinSF2
Numeric

Distinct count	144
Unique (%)	9.9%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	46.54931507
Minimum	0
Maximum	1474
Zeros (%)	88.6%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	396.2
Maximum	1474
Range	1474
Interquartile range	0

Descriptive statistics

Standard deviation	161.3192728
Coef of variation	3.465556315
Kurtosis	20.11333755
Mean	46.54931507
MAD	82.53501407
Skewness	4.255261109
Sum	67962
Variance	26023.90778
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 14. 178.5 183. 718. 1123.5 1474. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1293	88.6%
180	5	0.3%
374	3	0.2%
551	2	0.1%
93	2	0.1%
468	2	0.1%
147	2	0.1%
480	2	0.1%
539	2	0.1%
712	2	0.1%
Other values (134)	145	9.9%

Minimum 5 values

Value	Count	Frequency (%)
0	1293	88.6%
28	1	0.1%
32	1	0.1%
35	1	0.1%
40	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1474	1	0.1%
1127	1	0.1%
1120	1	0.1%
1085	1	0.1%
1080	1	0.1%

BsmtFinType1
Numeric

Distinct count	7
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.545890411
Minimum	0
Maximum	6
Zeros (%)	2.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
Median	4
Q3	6
95-th percentile	6
Maximum	6
Range	6
Interquartile range	5

Descriptive statistics

Standard deviation	2.107775569
Coef of variation	0.5944277247
Kurtosis	-1.594004549
Mean	3.545890411
MAD	1.935520736
Skewness	-0.1591768554
Sum	5177
Variance	4.44271785
Memory size	11.5 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 4.5 5.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	430	29.5%
6	418	28.6%
5	220	15.1%
4	148	10.1%
3	133	9.1%
2	74	5.1%
0	37	2.5%

Minimum 5 values

Value	Count	Frequency (%)
0	37	2.5%
1	430	29.5%
2	74	5.1%
3	133	9.1%
4	148	10.1%

Maximum 5 values

Value	Count	Frequency (%)
6	418	28.6%
5	220	15.1%
4	148	10.1%
3	133	9.1%
2	74	5.1%

BsmtFinType2
Numeric

Distinct count	7
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.247260274
Minimum	0
Maximum	6
Zeros (%)	2.6%

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Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	3
Maximum	6
Range	6
Interquartile range	0

Descriptive statistics

Standard deviation	0.8923323672
Coef of variation	0.7154339682
Kurtosis	11.5693092
Mean	1.247260274
MAD	0.4903490336
Skewness	3.296996417
Sum	1821
Variance	0.7962570535
Memory size	11.5 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 6. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	1256	86.0%
3	54	3.7%
2	46	3.2%
0	38	2.6%
4	33	2.3%
5	19	1.3%
6	14	1.0%

Minimum 5 values

Value	Count	Frequency (%)
0	38	2.6%
1	1256	86.0%
2	46	3.2%
3	54	3.7%
4	33	2.3%

Maximum 5 values

Value	Count	Frequency (%)
6	14	1.0%
5	19	1.3%
4	33	2.3%
3	54	3.7%
2	46	3.2%

BsmtFullBath
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

0	856
1	588
2	15

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Common values
Composition

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

BsmtHalfBath
Categorical

Distinct count	3
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

0	1378
1	80
2	2

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Common values
Composition

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

BsmtQual
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.489041096
Minimum	0
Maximum	5
Zeros (%)	2.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	3
Q1	3
Median	4
Q3	4
95-th percentile	5
Maximum	5
Range	5
Interquartile range	1

Descriptive statistics

Standard deviation	0.8764783487
Coef of variation	0.2512089496
Kurtosis	4.416646398
Mean	3.489041096
MAD	0.6830118221
Skewness	-1.287570631
Sum	5094
Variance	0.7682142958
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[0. 2.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	649	44.5%
4	618	42.3%
5	121	8.3%
0	37	2.5%
2	35	2.4%

Minimum 5 values

Value	Count	Frequency (%)
0	37	2.5%
2	35	2.4%
3	649	44.5%
4	618	42.3%
5	121	8.3%

Maximum 5 values

Value	Count	Frequency (%)
5	121	8.3%
4	618	42.3%
3	649	44.5%
2	35	2.4%
0	37	2.5%

BsmtUnfSF
Numeric

Distinct count	780
Unique (%)	53.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	567.240411
Minimum	0
Maximum	2336
Zeros (%)	8.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	223
Median	477.5
Q3	808
95-th percentile	1468
Maximum	2336
Range	2336
Interquartile range	585

Descriptive statistics

Standard deviation	441.8669553
Coef of variation	0.7789765094
Kurtosis	0.4749939878
Mean	567.240411
MAD	353.2816157
Skewness	0.9202684528
Sum	828171
Variance	195246.4062
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 7. 74.5 441.5 817. 977.5 1500. 1818. 2336. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	118	8.1%
728	9	0.6%
384	8	0.5%
572	7	0.5%
600	7	0.5%
300	7	0.5%
440	6	0.4%
625	6	0.4%
280	6	0.4%
672	6	0.4%
Other values (770)	1280	87.7%

Minimum 5 values

Value	Count	Frequency (%)
0	118	8.1%
14	1	0.1%
15	1	0.1%
23	2	0.1%
26	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
2336	1	0.1%
2153	1	0.1%
2121	1	0.1%
2046	1	0.1%
2042	1	0.1%

CentralAir
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Y	1365
N	95

Toggle details

Value	Count	Frequency (%)
Y	1365	93.5%
N	95	6.5%

Electrical
Numeric

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.88869863
Minimum	0
Maximum	4
Zeros (%)	0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
Median	4
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.3963191915
Coef of variation	0.1019156353
Kurtosis	20.53004208
Mean	3.88869863
MAD	0.2033918184
Skewness	-4.188024452
Sum	5677.5
Variance	0.1570689016
Memory size	11.5 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[0. 1.5 2.25 2.75 3.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
4	1334	91.4%
3	94	6.4%
2	27	1.8%
1	3	0.2%
0	1	0.1%
2.5	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	3	0.2%
2	27	1.8%
2.5	1	0.1%
3	94	6.4%

Maximum 5 values

Value	Count	Frequency (%)
4	1334	91.4%
3	94	6.4%
2.5	1	0.1%
2	27	1.8%
1	3	0.2%

EnclosedPorch
Numeric

Distinct count	120
Unique (%)	8.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	21.95410959
Minimum	0
Maximum	552
Zeros (%)	85.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	180.15
Maximum	552
Range	552
Interquartile range	0

Descriptive statistics

Standard deviation	61.1191486
Coef of variation	2.783950237
Kurtosis	10.43076594
Mean	21.95410959
MAD	37.65952524
Skewness	3.089871904
Sum	32053
Variance	3735.550326
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 9.5 110. 113. 253. 297.5 552. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1252	85.8%
112	15	1.0%
96	6	0.4%
120	5	0.3%
144	5	0.3%
192	5	0.3%
216	5	0.3%
252	4	0.3%
116	4	0.3%
156	4	0.3%
Other values (110)	155	10.6%

Minimum 5 values

Value	Count	Frequency (%)
0	1252	85.8%
19	1	0.1%
20	1	0.1%
24	1	0.1%
30	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
552	1	0.1%
386	1	0.1%
330	1	0.1%
318	1	0.1%
301	1	0.1%

ExterCond
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.083561644
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	3
Q1	3
Median	3
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range	0

Descriptive statistics

Standard deviation	0.3510539106
Coef of variation	0.1138468924
Kurtosis	6.100074045
Mean	3.083561644
MAD	0.1911634453
Skewness	1.397218625
Sum	4502
Variance	0.1232388482
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	1282	87.8%
4	146	10.0%
2	28	1.9%
5	3	0.2%
1	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	28	1.9%
3	1282	87.8%
4	146	10.0%
5	3	0.2%

Maximum 5 values

Value	Count	Frequency (%)
5	3	0.2%
4	146	10.0%
3	1282	87.8%
2	28	1.9%
1	1	0.1%

Exterior1st
Categorical

Distinct count	15
Unique (%)	1.0%
Missing (%)	0.0%
Missing (n)	0

VinylSd	515
HdBoard	222
MetalSd	220
Other values (12)	503

Toggle details

Common values
Composition

Value	Count	Frequency (%)
VinylSd	515	35.3%
HdBoard	222	15.2%
MetalSd	220	15.1%
Wd Sdng	206	14.1%
Plywood	108	7.4%
CemntBd	61	4.2%
BrkFace	50	3.4%
WdShing	26	1.8%
Stucco	25	1.7%
AsbShng	20	1.4%
Other values (5)	7	0.5%

Max length	7
Mean length	6.979452055
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Exterior2nd
Categorical

Distinct count	16
Unique (%)	1.1%
Missing (%)	0.0%
Missing (n)	0

VinylSd	504
MetalSd	214
HdBoard	207
Other values (13)	535

Toggle details

Common values
Composition

Value	Count	Frequency (%)
VinylSd	504	34.5%
MetalSd	214	14.7%
HdBoard	207	14.2%
Wd Sdng	197	13.5%
Plywood	142	9.7%
CmentBd	60	4.1%
Wd Shng	38	2.6%
Stucco	26	1.8%
BrkFace	25	1.7%
AsbShng	20	1.4%
Other values (6)	27	1.8%

Max length	7
Mean length	6.973287671
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

ExterQual
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

3	906
4	488
5	52

Toggle details

Common values
Composition

Value	Count	Frequency (%)
3	906	62.1%
4	488	33.4%
5	52	3.6%
2	14	1.0%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

Fence
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	1179
1	281

Toggle details

Value	Count	Frequency (%)
0	1179	80.8%
1	281	19.2%

FireplaceQu
Numeric

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.825342466
Minimum	0
Maximum	5
Zeros (%)	47.3%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	2
Q3	4
95-th percentile	4
Maximum	5
Range	5
Interquartile range	4

Descriptive statistics

Standard deviation	1.810876879
Coef of variation	0.9920751382
Kurtosis	-1.777290678
Mean	1.825342466
MAD	1.747935823
Skewness	0.1127696552
Sum	2665
Variance	3.279275071
Memory size	11.5 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[0. 0.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	690	47.3%
4	380	26.0%
3	313	21.4%
2	33	2.3%
5	24	1.6%
1	20	1.4%

Minimum 5 values

Value	Count	Frequency (%)
0	690	47.3%
1	20	1.4%
2	33	2.3%
3	313	21.4%
4	380	26.0%

Maximum 5 values

Value	Count	Frequency (%)
5	24	1.6%
4	380	26.0%
3	313	21.4%
2	33	2.3%
1	20	1.4%

Fireplaces
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

0	690
1	650
2	115

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	690	47.3%
1	650	44.5%
2	115	7.9%
3	5	0.3%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

Foundation
Categorical

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

PConc	647
CBlock	634
BrkTil	146
Other values (3)	33

Toggle details

Common values
Composition

Value	Count	Frequency (%)
PConc	647	44.3%
CBlock	634	43.4%
BrkTil	146	10.0%
Slab	24	1.6%
Stone	6	0.4%
Wood	3	0.2%

Max length	6
Mean length	5.515753425
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

FullBath
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

2	768
1	650
3	33

Toggle details

Common values
Composition

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

Functional
Numeric

Distinct count	7
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	7.841780822
Minimum	2
Maximum	8
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	7
Q1	8
Median	8
Q3	8
95-th percentile	8
Maximum	8
Range	6
Interquartile range	0

Descriptive statistics

Standard deviation	0.6676975311
Coef of variation	0.08514616084
Kurtosis	25.90042924
Mean	7.841780822
MAD	0.2947644962
Skewness	-4.912214312
Sum	11449
Variance	0.4458199931
Memory size	11.5 KiB

Histogram with fixed size bins (bins=7)

Histogram with variable size bins (bins=[2. 3.5 5.5 7.5 8. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
8	1360	93.2%
6	34	2.3%
7	31	2.1%
5	15	1.0%
4	14	1.0%
3	5	0.3%
2	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
2	1	0.1%
3	5	0.3%
4	14	1.0%
5	15	1.0%
6	34	2.3%

Maximum 5 values

Value	Count	Frequency (%)
8	1360	93.2%
7	31	2.1%
6	34	2.3%
5	15	1.0%
4	14	1.0%

GarageArea
Numeric

Distinct count	441
Unique (%)	30.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	472.980137
Minimum	0
Maximum	1418
Zeros (%)	5.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	334.5
Median	480
Q3	576
95-th percentile	850.1
Maximum	1418
Range	1418
Interquartile range	241.5

Descriptive statistics

Standard deviation	213.8048415
Coef of variation	0.452037675
Kurtosis	0.9170672023
Mean	472.980137
MAD	160.0190646
Skewness	0.1799809067
Sum	690551
Variance	45712.51023
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 80. 172. 237. 242. ... 671.5 672.5 910. 1061. 1418. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	81	5.5%
440	49	3.4%
576	47	3.2%
240	38	2.6%
484	34	2.3%
528	33	2.3%
288	27	1.8%
400	25	1.7%
480	24	1.6%
264	24	1.6%
Other values (431)	1078	73.8%

Minimum 5 values

Value	Count	Frequency (%)
0	81	5.5%
160	2	0.1%
164	1	0.1%
180	9	0.6%
186	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1418	1	0.1%
1390	1	0.1%
1356	1	0.1%
1248	1	0.1%
1220	1	0.1%

GarageCars
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1.767123288
Minimum	0
Maximum	4
Zeros (%)	5.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	2
Q3	2
95-th percentile	3
Maximum	4
Range	4
Interquartile range	1

Descriptive statistics

Standard deviation	0.7473150101
Coef of variation	0.4228991918
Kurtosis	0.220997764
Mean	1.767123288
MAD	0.5838431225
Skewness	-0.3425489297
Sum	2580
Variance	0.5584797243
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	824	56.4%
1	369	25.3%
3	181	12.4%
0	81	5.5%
4	5	0.3%

Minimum 5 values

Value	Count	Frequency (%)
0	81	5.5%
1	369	25.3%
2	824	56.4%
3	181	12.4%
4	5	0.3%

Maximum 5 values

Value	Count	Frequency (%)
4	5	0.3%
3	181	12.4%
2	824	56.4%
1	369	25.3%
0	81	5.5%

GarageCond
Numeric

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.80890411
Minimum	0
Maximum	5
Zeros (%)	5.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
Median	3
Q3	3
95-th percentile	3
Maximum	5
Range	5
Interquartile range	0

Descriptive statistics

Standard deviation	0.7196851449
Coef of variation	0.2562156331
Kurtosis	10.32960424
Mean	2.80890411
MAD	0.3678016513
Skewness	-3.331899707
Sum	4101
Variance	0.5179467077
Memory size	11.5 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	1326	90.8%
0	81	5.5%
2	35	2.4%
4	9	0.6%
1	7	0.5%
5	2	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	81	5.5%
1	7	0.5%
2	35	2.4%
3	1326	90.8%
4	9	0.6%

Maximum 5 values

Value	Count	Frequency (%)
5	2	0.1%
4	9	0.6%
3	1326	90.8%
2	35	2.4%
1	7	0.5%

GarageFinish
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

1	605
2	422
3	352

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	605	41.4%
2	422	28.9%
3	352	24.1%
0	81	5.5%

Max length	3
Mean length	3
Min length	3
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

GarageQual
Highly correlated

This variable is highly correlated with GarageCond and should be ignored for analysis

Correlation	0.9591716049

GarageType
Categorical

Distinct count	7
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0

Attchd	870
Detchd	387
BuiltIn	88
Other values (4)	115

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Attchd	870	59.6%
Detchd	387	26.5%
BuiltIn	88	6.0%
None	81	5.5%
Basment	19	1.3%
CarPort	9	0.6%
2Types	6	0.4%

Max length	7
Mean length	5.968493151
Min length	4
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

GarageYrBlt
Numeric

Distinct count	98
Unique (%)	6.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1985.246575
Minimum	1900
Maximum	2100
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1900
5-th percentile	1930
Q1	1962
Median	1984.5
Q3	2003
95-th percentile	2100
Maximum	2100
Range	200
Interquartile range	41

Descriptive statistics

Standard deviation	36.73901838
Coef of variation	0.0185060228
Kurtosis	3.022862905
Mean	1985.246575
MAD	26.29926816
Skewness	1.267016369
Sum	2898460
Variance	1349.755471
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1900. 1914.5 1938.5 1941.5 1947.5 ... 2002.5 2007.5 2009.5 2055. 2100. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2100	81	5.5%
2005	65	4.5%
2006	59	4.0%
2004	53	3.6%
2003	50	3.4%
2007	49	3.4%
1977	35	2.4%
1998	31	2.1%
1999	30	2.1%
2008	29	2.0%
Other values (88)	978	67.0%

Minimum 5 values

Value	Count	Frequency (%)
1900	1	0.1%
1906	1	0.1%
1908	1	0.1%
1910	3	0.2%
1914	2	0.1%

Maximum 5 values

Value	Count	Frequency (%)
2100	81	5.5%
2010	3	0.2%
2009	21	1.4%
2008	29	2.0%
2007	49	3.4%

GrLivArea
Numeric

Distinct count	861
Unique (%)	59.0%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1515.463699
Minimum	334
Maximum	5642
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	334
5-th percentile	848
Q1	1129.5
Median	1464
Q3	1776.75
95-th percentile	2466.1
Maximum	5642
Range	5308
Interquartile range	647.25

Descriptive statistics

Standard deviation	525.4803834
Coef of variation	0.3467456092
Kurtosis	4.895120581
Mean	1515.463699
MAD	397.3249381
Skewness	1.366560356
Sum	2212577
Variance	276129.6334
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 334. 610.5 765.5 862.5 865. ... 2137. 2650. 2885. 3617.5 5642. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
864	22	1.5%
1040	14	1.0%
894	11	0.8%
848	10	0.7%
1456	10	0.7%
912	9	0.6%
1200	9	0.6%
816	8	0.5%
1092	8	0.5%
1344	7	0.5%
Other values (851)	1352	92.6%

Minimum 5 values

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
480	1	0.1%
520	1	0.1%
605	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
5642	1	0.1%
4676	1	0.1%
4476	1	0.1%
4316	1	0.1%
3627	1	0.1%

HalfBath
Categorical

Distinct count	3
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

0	913
1	535
2	12

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

Heating
Categorical

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

GasA	1428
GasW	18
Grav	7
Other values (3)	7

Toggle details

Common values
Composition

Value	Count	Frequency (%)
GasA	1428	97.8%
GasW	18	1.2%
Grav	7	0.5%
Wall	4	0.3%
OthW	2	0.1%
Floor	1	0.1%

Max length	5
Mean length	4.000684932
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

HeatingQC
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	4.145205479
Minimum	1
Maximum	5
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	3
Q1	3
Median	5
Q3	5
95-th percentile	5
Maximum	5
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	0.9595008263
Coef of variation	0.2314724399
Kurtosis	-1.165044437
Mean	4.145205479
MAD	0.8676749859
Skewness	-0.5404577452
Sum	6052
Variance	0.9206418357
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
5	741	50.8%
3	428	29.3%
4	241	16.5%
2	49	3.4%
1	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	49	3.4%
3	428	29.3%
4	241	16.5%
5	741	50.8%

Maximum 5 values

Value	Count	Frequency (%)
5	741	50.8%
4	241	16.5%
3	428	29.3%
2	49	3.4%
1	1	0.1%

HouseStyle
Categorical

Distinct count	8
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0

1Story	726
2Story	445
1.5Fin	154
Other values (5)	135

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1Story	726	49.7%
2Story	445	30.5%
1.5Fin	154	10.5%
SLvl	65	4.5%
SFoyer	37	2.5%
1.5Unf	14	1.0%
2.5Unf	11	0.8%
2.5Fin	8	0.5%

Max length	6
Mean length	5.910958904
Min length	4
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

KitchenAbvGr
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

1	1392
2	65
3	2

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	1392	95.3%
2	65	4.5%
3	2	0.1%
0	1	0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

KitchenQual
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

3	735
4	586
5	100

Toggle details

Common values
Composition

Value	Count	Frequency (%)
3	735	50.3%
4	586	40.1%
5	100	6.8%
2	39	2.7%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

LandContour
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

Lvl	1311
Bnk	63
HLS	50

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Lvl	1311	89.8%
Bnk	63	4.3%
HLS	50	3.4%
Low	36	2.5%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

LandSlope
Categorical

Distinct count	3
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

Gtl	1382
Mod	65
Sev	13

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Gtl	1382	94.7%
Mod	65	4.5%
Sev	13	0.9%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

LotArea
Numeric

Distinct count	1073
Unique (%)	73.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	10516.82808
Minimum	1300
Maximum	215245
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1300
5-th percentile	3311.7
Q1	7553.5
Median	9478.5
Q3	11601.5
95-th percentile	17401.15
Maximum	215245
Range	213945
Interquartile range	4048

Descriptive statistics

Standard deviation	9981.264932
Coef of variation	0.949075601
Kurtosis	203.243271
Mean	10516.82808
MAD	3758.813815
Skewness	12.20768785
Sum	15354569
Variance	99625649.65
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 1300. 3181. 3189. 5962.5 6020. ... 14875.5 18015. 26160. 55352. 215245. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
7200	25	1.7%
9600	24	1.6%
6000	17	1.2%
10800	14	1.0%
9000	14	1.0%
8400	14	1.0%
1680	10	0.7%
7500	9	0.6%
8125	8	0.5%
9100	8	0.5%
Other values (1063)	1317	90.2%

Minimum 5 values

Value	Count	Frequency (%)
1300	1	0.1%
1477	1	0.1%
1491	1	0.1%
1526	1	0.1%
1533	2	0.1%

Maximum 5 values

Value	Count	Frequency (%)
215245	1	0.1%
164660	1	0.1%
159000	1	0.1%
115149	1	0.1%
70761	1	0.1%

LotConfig
Categorical

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

Inside	1052
Corner	263
CulDSac	94
Other values (2)	51

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Inside	1052	72.1%
Corner	263	18.0%
CulDSac	94	6.4%
FR2	47	3.2%
FR3	4	0.3%

Max length	7
Mean length	5.959589041
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

LotFrontage
Numeric

Distinct count	111
Unique (%)	7.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	57.62328767
Minimum	0
Maximum	313
Zeros (%)	17.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	42
Median	63
Q3	79
95-th percentile	104
Maximum	313
Range	313
Interquartile range	37

Descriptive statistics

Standard deviation	34.66430423
Coef of variation	0.6015676236
Kurtosis	3.610678447
Mean	57.62328767
MAD	26.08554138
Skewness	0.2678223879
Sum	84130
Variance	1201.613988
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 10.5 33.5 49.5 50.5 ... 100.5 110.5 132. 178. 313. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	259	17.7%
60	143	9.8%
70	70	4.8%
80	69	4.7%
50	57	3.9%
75	53	3.6%
65	44	3.0%
85	40	2.7%
78	25	1.7%
21	23	1.6%
Other values (101)	677	46.4%

Minimum 5 values

Value	Count	Frequency (%)
0	259	17.7%
21	23	1.6%
24	19	1.3%
30	6	0.4%
32	5	0.3%

Maximum 5 values

Value	Count	Frequency (%)
313	2	0.1%
182	1	0.1%
174	2	0.1%
168	1	0.1%
160	1	0.1%

LotShape
Categorical

Distinct count	4
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

4	925
3	484
2	41

Toggle details

Common values
Composition

Value	Count	Frequency (%)
4	925	63.4%
3	484	33.2%
2	41	2.8%
1	10	0.7%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

LowQualFinSF
Numeric

Distinct count	24
Unique (%)	1.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.844520548
Minimum	0
Maximum	572
Zeros (%)	98.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	572
Range	572
Interquartile range	0

Descriptive statistics

Standard deviation	48.62308143
Coef of variation	8.319430317
Kurtosis	83.23481667
Mean	5.844520548
MAD	11.48088009
Skewness	9.011341288
Sum	8533
Variance	2364.204048
Memory size	11.5 KiB

Histogram with fixed size bins (bins=24)

Histogram with variable size bins (bins=[ 0. 26.5 572. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1434	98.2%
80	3	0.2%
360	2	0.1%
528	1	0.1%
53	1	0.1%
120	1	0.1%
144	1	0.1%
156	1	0.1%
205	1	0.1%
232	1	0.1%
Other values (14)	14	1.0%

Minimum 5 values

Value	Count	Frequency (%)
0	1434	98.2%
53	1	0.1%
80	3	0.2%
120	1	0.1%
144	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
572	1	0.1%
528	1	0.1%
515	1	0.1%
514	1	0.1%
513	1	0.1%

MasVnrType
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	872
1	588

Toggle details

Value	Count	Frequency (%)
0	872	59.7%
1	588	40.3%

MiscFeature
Boolean

Distinct count	2
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

0	1406
1	54

Toggle details

Value	Count	Frequency (%)
0	1406	96.3%
1	54	3.7%

MiscVal
Numeric

Distinct count	21
Unique (%)	1.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	43.4890411
Minimum	0
Maximum	15500
Zeros (%)	96.4%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	15500
Range	15500
Interquartile range	0

Descriptive statistics

Standard deviation	496.1230245
Coef of variation	11.408001
Kurtosis	701.0033423
Mean	43.4890411
MAD	83.88023269
Skewness	24.47679419
Sum	63494
Variance	246138.0554
Memory size	11.5 KiB

Histogram with fixed size bins (bins=21)

Histogram with variable size bins (bins=[ 0. 27. 375. 530. 750. 2250. 15500.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1408	96.4%
400	11	0.8%
500	8	0.5%
700	5	0.3%
450	4	0.3%
2000	4	0.3%
600	4	0.3%
1200	2	0.1%
480	2	0.1%
1150	1	0.1%
Other values (11)	11	0.8%

Minimum 5 values

Value	Count	Frequency (%)
0	1408	96.4%
54	1	0.1%
350	1	0.1%
400	11	0.8%
450	4	0.3%

Maximum 5 values

Value	Count	Frequency (%)
15500	1	0.1%
8300	1	0.1%
3500	1	0.1%
2500	1	0.1%
2000	4	0.3%

MoSold
Numeric

Distinct count	12
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.321917808
Minimum	1
Maximum	12
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
Median	6
Q3	8
95-th percentile	11
Maximum	12
Range	11
Interquartile range	3

Descriptive statistics

Standard deviation	2.703626208
Coef of variation	0.4276591836
Kurtosis	-0.4041093415
Mean	6.321917808
MAD	2.142522049
Skewness	0.2120529851
Sum	9230
Variance	7.309594675
Memory size	11.5 KiB

Histogram with fixed size bins (bins=12)

Histogram with variable size bins (bins=[ 1. 1.5 2.5 4.5 7.5 8.5 11.5 12. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
6	253	17.3%
7	234	16.0%
5	204	14.0%
4	141	9.7%
8	122	8.4%
3	106	7.3%
10	89	6.1%
11	79	5.4%
9	63	4.3%
12	59	4.0%
Other values (2)	110	7.5%

Minimum 5 values

Value	Count	Frequency (%)
1	58	4.0%
2	52	3.6%
3	106	7.3%
4	141	9.7%
5	204	14.0%

Maximum 5 values

Value	Count	Frequency (%)
12	59	4.0%
11	79	5.4%
10	89	6.1%
9	63	4.3%
8	122	8.4%

MSZoning
Categorical

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

RL	1151
RM	218
FV	65
Other values (2)	26

Toggle details

Common values
Composition

Value	Count	Frequency (%)
RL	1151	78.8%
RM	218	14.9%
FV	65	4.5%
RH	16	1.1%
C (all)	10	0.7%

Max length	7
Mean length	2.034246575
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	True
Contains non-words	True

Neighborhood
Categorical

Distinct count	25
Unique (%)	1.7%
Missing (%)	0.0%
Missing (n)	0

NAmes	225
CollgCr	150
OldTown	113
Other values (22)	972

Toggle details

Common values
Composition

Value	Count	Frequency (%)
NAmes	225	15.4%
CollgCr	150	10.3%
OldTown	113	7.7%
Edwards	100	6.8%
Somerst	86	5.9%
Gilbert	79	5.4%
NridgHt	77	5.3%
Sawyer	74	5.1%
NWAmes	73	5.0%
SawyerW	59	4.0%
Other values (15)	424	29.0%

Max length	7
Mean length	6.494520548
Min length	5
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

OpenPorchSF
Numeric

Distinct count	202
Unique (%)	13.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	46.66027397
Minimum	0
Maximum	547
Zeros (%)	44.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	25
Q3	68
95-th percentile	175.05
Maximum	547
Range	547
Interquartile range	68

Descriptive statistics

Standard deviation	66.25602768
Coef of variation	1.419966538
Kurtosis	8.490335806
Mean	46.66027397
MAD	47.67807844
Skewness	2.36434174
Sum	68124
Variance	4389.861203
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 2. 15.5 19. 47.5 ... 76.5 122.5 171. 291.5 547. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	656	44.9%
36	29	2.0%
48	22	1.5%
20	21	1.4%
40	19	1.3%
45	19	1.3%
30	16	1.1%
24	16	1.1%
60	15	1.0%
39	14	1.0%
Other values (192)	633	43.4%

Minimum 5 values

Value	Count	Frequency (%)
0	656	44.9%
4	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
547	1	0.1%
523	1	0.1%
502	1	0.1%
418	1	0.1%
406	1	0.1%

OverallCond
Numeric

Distinct count	9
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.575342466
Minimum	1
Maximum	9
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
Median	5
Q3	6
95-th percentile	8
Maximum	9
Range	8
Interquartile range	1

Descriptive statistics

Standard deviation	1.112799337
Coef of variation	0.1995930014
Kurtosis	1.106413461
Mean	5.575342466
MAD	0.8890223306
Skewness	0.6930674725
Sum	8140
Variance	1.238322364
Memory size	11.5 KiB

Histogram with fixed size bins (bins=9)

Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 7.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	5	0.3%
3	25	1.7%
4	57	3.9%
5	821	56.2%

Maximum 5 values

Value	Count	Frequency (%)
9	22	1.5%
8	72	4.9%
7	205	14.0%
6	252	17.3%
5	821	56.2%

OverallQual
Numeric

Distinct count	10
Unique (%)	0.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.099315068
Minimum	1
Maximum	10
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
Median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range	2

Descriptive statistics

Standard deviation	1.382996547
Coef of variation	0.2267462053
Kurtosis	0.09629277836
Mean	6.099315068
MAD	1.098048414
Skewness	0.2169439278
Sum	8905
Variance	1.912679448
Memory size	11.5 KiB

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 1. 2.5 3.5 4.5 6.5 7.5 8.5 10. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
4	116	7.9%
9	43	2.9%
3	20	1.4%
10	18	1.2%
2	3	0.2%
1	2	0.1%

Minimum 5 values

Value	Count	Frequency (%)
1	2	0.1%
2	3	0.2%
3	20	1.4%
4	116	7.9%
5	397	27.2%

Maximum 5 values

Value	Count	Frequency (%)
10	18	1.2%
9	43	2.9%
8	168	11.5%
7	319	21.8%
6	374	25.6%

PavedDrive
Categorical

Distinct count	3
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

1	1340
0	90
0.5	30

Toggle details

Common values
Composition

Value	Count	Frequency (%)
1	1340	91.8%
0	90	6.2%
0.5	30	2.1%

Max length	3
Mean length	3
Min length	3
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	True

PoolArea
Numeric

Distinct count	8
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2.75890411
Minimum	0
Maximum	738
Zeros (%)	99.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	738
Range	738
Interquartile range	0

Descriptive statistics

Standard deviation	40.17730694
Coef of variation	14.56277759
Kurtosis	223.2684989
Mean	2.75890411
MAD	5.491352974
Skewness	14.82837364
Sum	4028
Variance	1614.215993
Memory size	11.5 KiB

Histogram with fixed size bins (bins=8)

Histogram with variable size bins (bins=[ 0. 240. 738.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1453	99.5%
738	1	0.1%
648	1	0.1%
576	1	0.1%
555	1	0.1%
519	1	0.1%
512	1	0.1%
480	1	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	1453	99.5%
480	1	0.1%
512	1	0.1%
519	1	0.1%
555	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
738	1	0.1%
648	1	0.1%
576	1	0.1%
555	1	0.1%
519	1	0.1%

PoolQC
Highly correlated

This variable is highly correlated with PoolArea and should be ignored for analysis

Correlation	0.9370565005

RoofMatl
Categorical

Distinct count	8
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0

CompShg	1434
Tar&Grv	11
WdShngl	6
Other values (5)	9

Toggle details

Common values
Composition

Value	Count	Frequency (%)
CompShg	1434	98.2%
Tar&Grv	11	0.8%
WdShngl	6	0.4%
WdShake	5	0.3%
Membran	1	0.1%
Metal	1	0.1%
ClyTile	1	0.1%
Roll	1	0.1%

Max length	7
Mean length	6.996575342
Min length	4
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	True

RoofStyle
Categorical

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Gable	1141
Hip	286
Flat	13
Other values (3)	20

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Gable	1141	78.2%
Hip	286	19.6%
Flat	13	0.9%
Gambrel	11	0.8%
Mansard	7	0.5%
Shed	2	0.1%

Max length	7
Mean length	4.62260274
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

SaleCondition
Categorical

Distinct count	6
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Normal	1198
Partial	125
Abnorml	101
Other values (3)	36

Toggle details

Common values
Composition

Value	Count	Frequency (%)
Normal	1198	82.1%
Partial	125	8.6%
Abnorml	101	6.9%
Family	20	1.4%
Alloca	12	0.8%
AdjLand	4	0.3%

Max length	7
Mean length	6.157534247
Min length	6
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

SalePrice
Numeric

Distinct count	663
Unique (%)	45.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	180921.1959
Minimum	34900
Maximum	755000
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	34900
5-th percentile	88000
Q1	129975
Median	163000
Q3	214000
95-th percentile	326100
Maximum	755000
Range	720100
Interquartile range	84025

Descriptive statistics

Standard deviation	79442.50288
Coef of variation	0.4391000319
Kurtosis	6.53628186
Mean	180921.1959
MAD	57434.77028
Skewness	1.88287576
Sum	264144946
Variance	6311111264
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 34900. 78500. 104950. 134950. 135250. ... 240500. 280500. 340500. 443130.5 755000. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
140000	20	1.4%
135000	17	1.2%
145000	14	1.0%
155000	14	1.0%
190000	13	0.9%
110000	13	0.9%
160000	12	0.8%
115000	12	0.8%
139000	11	0.8%
130000	11	0.8%
Other values (653)	1323	90.6%

Minimum 5 values

Value	Count	Frequency (%)
34900	1	0.1%
35311	1	0.1%
37900	1	0.1%
39300	1	0.1%
40000	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
611657	1	0.1%
582933	1	0.1%

SaleType
Categorical

Distinct count	9
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0

WD	1267
New	122
COD	43
Other values (6)	28

Toggle details

Common values
Composition

Value	Count	Frequency (%)
WD	1267	86.8%
New	122	8.4%
COD	43	2.9%
ConLD	9	0.6%
ConLw	5	0.3%
ConLI	5	0.3%
CWD	4	0.3%
Oth	3	0.2%
Con	2	0.1%

Max length	5
Mean length	2.158219178
Min length	2
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

ScreenPorch
Numeric

Distinct count	76
Unique (%)	5.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	15.0609589
Minimum	0
Maximum	480
Zeros (%)	92.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	160
Maximum	480
Range	480
Interquartile range	0

Descriptive statistics

Standard deviation	55.75741528
Coef of variation	3.70211589
Kurtosis	18.43906784
Mean	15.0609589
MAD	27.72866954
Skewness	4.122213743
Sum	21989
Variance	3108.889359
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 20. 117.5 224.5 289.5 480. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	1344	92.1%
192	6	0.4%
224	5	0.3%
120	5	0.3%
189	4	0.3%
180	4	0.3%
160	3	0.2%
168	3	0.2%
144	3	0.2%
126	3	0.2%
Other values (66)	80	5.5%

Minimum 5 values

Value	Count	Frequency (%)
0	1344	92.1%
40	1	0.1%
53	1	0.1%
60	1	0.1%
63	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
480	1	0.1%
440	1	0.1%
410	1	0.1%
396	1	0.1%
385	1	0.1%

TotalBsmtSF
Numeric

Distinct count	721
Unique (%)	49.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1057.429452
Minimum	0
Maximum	6110
Zeros (%)	2.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	519.3
Q1	795.75
Median	991.5
Q3	1298.25
95-th percentile	1753
Maximum	6110
Range	6110
Interquartile range	502.5

Descriptive statistics

Standard deviation	438.7053245
Coef of variation	0.4148790481
Kurtosis	13.25048328
Mean	1057.429452
MAD	321.2843732
Skewness	1.524254549
Sum	1543847
Variance	192462.3617
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 52.5 366. 482.5 484. ... 1503. 1738. 2155.5 3203. 6110. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	37	2.5%
864	35	2.4%
672	17	1.2%
912	15	1.0%
1040	14	1.0%
816	13	0.9%
728	12	0.8%
768	12	0.8%
848	11	0.8%
780	11	0.8%
Other values (711)	1283	87.9%

Minimum 5 values

Value	Count	Frequency (%)
0	37	2.5%
105	1	0.1%
190	1	0.1%
264	3	0.2%
270	1	0.1%

Maximum 5 values

Value	Count	Frequency (%)
6110	1	0.1%
3206	1	0.1%
3200	1	0.1%
3138	1	0.1%
3094	1	0.1%

TotRmsAbvGrd
Numeric

Distinct count	12
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.517808219
Minimum	2
Maximum	14
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
Median	6
Q3	7
95-th percentile	10
Maximum	14
Range	12
Interquartile range	2

Descriptive statistics

Standard deviation	1.625393291
Coef of variation	0.2493772808
Kurtosis	0.8807615657
Mean	6.517808219
MAD	1.279594671
Skewness	0.6763408364
Sum	9516
Variance	2.641903349
Memory size	11.5 KiB

Histogram with fixed size bins (bins=12)

Histogram with variable size bins (bins=[ 2. 2.5 3.5 4.5 5.5 7.5 8.5 10.5 13. 14. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
6	402	27.5%
7	329	22.5%
5	275	18.8%
8	187	12.8%
4	97	6.6%
9	75	5.1%
10	47	3.2%
11	18	1.2%
3	17	1.2%
12	11	0.8%
Other values (2)	2	0.1%

Minimum 5 values

Value	Count	Frequency (%)
2	1	0.1%
3	17	1.2%
4	97	6.6%
5	275	18.8%
6	402	27.5%

Maximum 5 values

Value	Count	Frequency (%)
14	1	0.1%
12	11	0.8%
11	18	1.2%
10	47	3.2%
9	75	5.1%

WoodDeckSF
Numeric

Distinct count	274
Unique (%)	18.8%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	94.24452055
Minimum	0
Maximum	857
Zeros (%)	52.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	168
95-th percentile	335
Maximum	857
Range	857
Interquartile range	168

Descriptive statistics

Standard deviation	125.3387944
Coef of variation	1.329931901
Kurtosis	2.992950925
Mean	94.24452055
MAD	101.9957947
Skewness	1.541375757
Sum	137597
Variance	15709.81337
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 6. 25. 99. 101.5 ... 239.5 240.5 370.5 518. 857. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	761	52.1%
192	38	2.6%
100	36	2.5%
144	33	2.3%
120	31	2.1%
168	28	1.9%
140	15	1.0%
224	14	1.0%
240	10	0.7%
208	10	0.7%
Other values (264)	484	33.2%

Minimum 5 values

Value	Count	Frequency (%)
0	761	52.1%
12	2	0.1%
24	2	0.1%
26	2	0.1%
28	2	0.1%

Maximum 5 values

Value	Count	Frequency (%)
857	1	0.1%
736	1	0.1%
728	1	0.1%
670	1	0.1%
668	1	0.1%

YearBuilt
Numeric

Distinct count	112
Unique (%)	7.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1971.267808
Minimum	1872
Maximum	2010
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1872
5-th percentile	1916
Q1	1954
Median	1973
Q3	2000
95-th percentile	2007
Maximum	2010
Range	138
Interquartile range	46

Descriptive statistics

Standard deviation	30.20290404
Coef of variation	0.01532156307
Kurtosis	-0.4395519416
Mean	1971.267808
MAD	25.06722274
Skewness	-0.6134611725
Sum	2878051
Variance	912.2154126
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1872. 1909. 1919.5 1920.5 1939.5 ... 1991.5 2002.5 2007.5 2009.5 2010. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2007	49	3.4%
2003	45	3.1%
1976	33	2.3%
1977	32	2.2%
1920	30	2.1%
1959	26	1.8%
1999	25	1.7%
Other values (102)	1035	70.9%

Minimum 5 values

Value	Count	Frequency (%)
1872	1	0.1%
1875	1	0.1%
1880	4	0.3%
1882	1	0.1%
1885	2	0.1%

Maximum 5 values

Value	Count	Frequency (%)
2010	1	0.1%
2009	18	1.2%
2008	23	1.6%
2007	49	3.4%
2006	67	4.6%

YearRemodAdd
Numeric

Distinct count	61
Unique (%)	4.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	1984.865753
Minimum	1950
Maximum	2010
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	1950
5-th percentile	1950
Q1	1967
Median	1994
Q3	2004
95-th percentile	2007
Maximum	2010
Range	60
Interquartile range	37

Descriptive statistics

Standard deviation	20.64540681
Coef of variation	0.01040141217
Kurtosis	-1.272245192
Mean	1984.865753
MAD	18.62315256
Skewness	-0.5035620027
Sum	2897904
Variance	426.2328223
Memory size	11.5 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[1950. 1950.5 1952.5 1975.5 1978.5 ... 1994.5 2001.5 2004.5 2007.5 2010. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1950	178	12.2%
2006	97	6.6%
2007	76	5.2%
2005	73	5.0%
2004	62	4.2%
2000	55	3.8%
2003	51	3.5%
2002	48	3.3%
2008	40	2.7%
1996	36	2.5%
Other values (51)	744	51.0%

Minimum 5 values

Value	Count	Frequency (%)
1950	178	12.2%
1951	4	0.3%
1952	5	0.3%
1953	10	0.7%
1954	14	1.0%

Maximum 5 values

Value	Count	Frequency (%)
2010	6	0.4%
2009	23	1.6%
2008	40	2.7%
2007	76	5.2%
2006	97	6.6%

YrSold
Numeric

Distinct count	5
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	2007.815753
Minimum	2006
Maximum	2010
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2006
5-th percentile	2006
Q1	2007
Median	2008
Q3	2009
95-th percentile	2010
Maximum	2010
Range	4
Interquartile range	2

Descriptive statistics

Standard deviation	1.328095121
Coef of variation	0.0006614626458
Kurtosis	-1.190600571
Mean	2007.815753
MAD	1.148670482
Skewness	0.09626851387
Sum	2931411
Variance	1.763836649
Memory size	11.5 KiB

Histogram with fixed size bins (bins=5)

Histogram with variable size bins (bins=[2006. 2006.5 2010. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2009	338	23.2%
2007	329	22.5%
2006	314	21.5%
2008	304	20.8%
2010	175	12.0%

Minimum 5 values

Value	Count	Frequency (%)
2006	314	21.5%
2007	329	22.5%
2008	304	20.8%
2009	338	23.2%
2010	175	12.0%

Maximum 5 values

Value	Count	Frequency (%)
2010	175	12.0%
2009	338	23.2%
2008	304	20.8%
2007	329	22.5%
2006	314	21.5%

Count
Matrix

First rows

	1stFlrSF	2ndFlrSF	3SsnPorch	BedroomAbvGr	BldgType	BsmtCond	BsmtExposure	BsmtFinSF1	BsmtFinSF2	BsmtFinType1	BsmtFinType2	BsmtFullBath	BsmtHalfBath	BsmtQual	BsmtUnfSF	CentralAir	Electrical	EnclosedPorch	ExterCond	Exterior1st	Exterior2nd	ExterQual	Fence	FireplaceQu	Fireplaces	Foundation	FullBath	Functional	GarageArea	GarageCars	GarageCond	GarageFinish	GarageQual	GarageType	GarageYrBlt	GrLivArea	HalfBath	Heating	HeatingQC	HouseStyle	KitchenAbvGr	KitchenQual	LandContour	LandSlope	LotArea	LotConfig	LotFrontage	LotShape	MasVnrType	MiscFeature	MiscVal	MoSold	MSZoning	Neighborhood	OpenPorchSF	OverallCond	OverallQual	PavedDrive	RoofMatl	RoofStyle	SaleCondition	SalePrice	SaleType	TotalBsmtSF	TotRmsAbvGrd	WoodDeckSF	YearBuilt	YearRemodAdd	YrSold
0	856	854	0	3	0	3.0	1.0	706	0	6.0	1.0	1	0	4.0	150	Y	4.0	0	3	VinylSd	VinylSd	4	0	0.0	0	PConc	2	8	548	2	3.0	2.0	3.0	Attchd	2003.0	1710	1	GasA	5	2Story	1	4	Lvl	Gtl	8450	Inside	65.0	4	1	0	0	2	RL	CollgCr	61	5	7	1.0	CompShg	Gable	Normal	208500	WD	856	8	0	2003	2003	2008
1	1262	0	0	3	0	3.0	4.0	978	0	5.0	1.0	0	1	4.0	284	Y	4.0	0	3	MetalSd	MetalSd	3	0	3.0	1	CBlock	2	8	460	2	3.0	2.0	3.0	Attchd	1976.0	1262	0	GasA	5	1Story	1	3	Lvl	Gtl	9600	FR2	80.0	4	0	0	0	5	RL	Veenker	0	8	6	1.0	CompShg	Gable	Normal	181500	WD	1262	6	298	1976	1976	2007
2	920	866	0	3	0	3.0	2.0	486	0	6.0	1.0	1	0	4.0	434	Y	4.0	0	3	VinylSd	VinylSd	4	0	3.0	1	PConc	2	8	608	2	3.0	2.0	3.0	Attchd	2001.0	1786	1	GasA	5	2Story	1	4	Lvl	Gtl	11250	Inside	68.0	3	1	0	0	9	RL	CollgCr	42	5	7	1.0	CompShg	Gable	Normal	223500	WD	920	6	0	2001	2002	2008
3	961	756	0	3	0	4.0	1.0	216	0	5.0	1.0	1	0	3.0	540	Y	4.0	272	3	Wd Sdng	Wd Shng	3	0	4.0	1	BrkTil	1	8	642	3	3.0	1.0	3.0	Detchd	1998.0	1717	0	GasA	4	2Story	1	4	Lvl	Gtl	9550	Corner	60.0	3	0	0	0	2	RL	Crawfor	35	5	7	1.0	CompShg	Gable	Abnorml	140000	WD	756	7	0	1915	1970	2006
4	1145	1053	0	4	0	3.0	3.0	655	0	6.0	1.0	1	0	4.0	490	Y	4.0	0	3	VinylSd	VinylSd	4	0	3.0	1	PConc	2	8	836	3	3.0	2.0	3.0	Attchd	2000.0	2198	1	GasA	5	2Story	1	4	Lvl	Gtl	14260	FR2	84.0	3	1	0	0	12	RL	NoRidge	84	5	8	1.0	CompShg	Gable	Normal	250000	WD	1145	9	192	2000	2000	2008
5	796	566	320	1	0	3.0	1.0	732	0	6.0	1.0	1	0	4.0	64	Y	4.0	0	3	VinylSd	VinylSd	3	1	0.0	0	Wood	1	8	480	2	3.0	1.0	3.0	Attchd	1993.0	1362	1	GasA	5	1.5Fin	1	3	Lvl	Gtl	14115	Inside	85.0	3	0	1	700	10	RL	Mitchel	30	5	5	1.0	CompShg	Gable	Normal	143000	WD	796	5	40	1993	1995	2009
6	1694	0	0	3	0	3.0	3.0	1369	0	6.0	1.0	1	0	5.0	317	Y	4.0	0	3	VinylSd	VinylSd	4	0	4.0	1	PConc	2	8	636	2	3.0	2.0	3.0	Attchd	2004.0	1694	0	GasA	5	1Story	1	4	Lvl	Gtl	10084	Inside	75.0	4	1	0	0	8	RL	Somerst	57	5	8	1.0	CompShg	Gable	Normal	307000	WD	1686	7	255	2004	2005	2007
7	1107	983	0	3	0	3.0	2.0	859	32	5.0	4.0	1	0	4.0	216	Y	4.0	228	3	HdBoard	HdBoard	3	0	3.0	2	CBlock	2	8	484	2	3.0	2.0	3.0	Attchd	1973.0	2090	1	GasA	5	2Story	1	3	Lvl	Gtl	10382	Corner	0.0	3	1	1	350	11	RL	NWAmes	204	6	7	1.0	CompShg	Gable	Normal	200000	WD	1107	7	235	1973	1973	2009
8	1022	752	0	2	0	3.0	1.0	0	0	1.0	1.0	0	0	3.0	952	Y	2.0	205	3	BrkFace	Wd Shng	3	0	3.0	2	BrkTil	2	7	468	2	3.0	1.0	2.0	Detchd	1931.0	1774	0	GasA	4	1.5Fin	2	3	Lvl	Gtl	6120	Inside	51.0	4	0	0	0	4	RM	OldTown	0	5	7	1.0	CompShg	Gable	Abnorml	129900	WD	952	8	90	1931	1950	2008
9	1077	0	0	2	1	3.0	1.0	851	0	6.0	1.0	1	0	3.0	140	Y	4.0	0	3	MetalSd	MetalSd	3	0	3.0	2	BrkTil	1	8	205	1	3.0	2.0	4.0	Attchd	1939.0	1077	0	GasA	5	1.5Unf	2	3	Lvl	Gtl	7420	Corner	50.0	4	0	0	0	1	RL	BrkSide	4	6	5	1.0	CompShg	Gable	Normal	118000	WD	991	5	0	1939	1950	2008

Last rows

	1stFlrSF	2ndFlrSF	Alley	BedroomAbvGr	BldgType	BsmtCond	BsmtExposure	BsmtFinSF1	BsmtFinSF2	BsmtFinType1	BsmtFinType2	BsmtFullBath	BsmtQual	BsmtUnfSF	CentralAir	Electrical	EnclosedPorch	ExterCond	Exterior1st	Exterior2nd	ExterQual	Fence	FireplaceQu	Fireplaces	Foundation	FullBath	Functional	GarageArea	GarageCars	GarageCond	GarageFinish	GarageQual	GarageType	GarageYrBlt	GrLivArea	HalfBath	Heating	HeatingQC	HouseStyle	KitchenAbvGr	KitchenQual	LandContour	LandSlope	LotArea	LotConfig	LotFrontage	LotShape	MasVnrType	MiscFeature	MiscVal	MoSold	MSZoning	Neighborhood	OpenPorchSF	OverallCond	OverallQual	PavedDrive	RoofMatl	RoofStyle	SaleCondition	SalePrice	SaleType	TotalBsmtSF	TotRmsAbvGrd	WoodDeckSF	YearBuilt	YearRemodAdd	YrSold
1450	896	896	0	4	1	3.0	1.0	0	0	1.0	1.0	0	4.0	896	Y	4.0	0	3	VinylSd	VinylSd	3	0	0.0	0	CBlock	2	8	0	0	0.0	0.0	0.0	None	2100.0	1792	2	GasA	3	2Story	2	3	Lvl	Gtl	9000	FR2	60.0	4	0	0	0	9	RL	NAmes	45	5	5	1.0	CompShg	Gable	Normal	136000	WD	896	8	32	1974	1974	2009
1451	1578	0	0	3	0	3.0	1.0	0	0	1.0	1.0	0	4.0	1573	Y	4.0	0	3	CemntBd	CmentBd	4	0	4.0	1	PConc	2	8	840	3	3.0	3.0	3.0	Attchd	2008.0	1578	0	GasA	5	1Story	1	5	Lvl	Gtl	9262	Inside	78.0	4	1	0	0	5	RL	Somerst	36	5	8	1.0	CompShg	Gable	Partial	287090	New	1573	7	0	2008	2009	2009
1452	1072	0	0	2	1	3.0	4.0	547	0	6.0	1.0	1	4.0	0	Y	4.0	0	3	VinylSd	VinylSd	3	0	0.0	0	PConc	1	8	525	2	3.0	3.0	3.0	Basment	2005.0	1072	0	GasA	4	SLvl	1	3	Lvl	Gtl	3675	Inside	35.0	4	1	0	0	5	RM	Edwards	28	5	5	1.0	CompShg	Gable	Normal	145000	WD	547	5	0	2005	2005	2006
1453	1140	0	0	3	0	3.0	1.0	0	0	1.0	1.0	0	4.0	1140	Y	4.0	0	3	VinylSd	VinylSd	3	0	0.0	0	PConc	1	8	0	0	0.0	0.0	0.0	None	2100.0	1140	0	GasA	5	1Story	1	3	Lvl	Gtl	17217	Inside	90.0	4	0	0	0	7	RL	Mitchel	56	5	5	1.0	CompShg	Gable	Abnorml	84500	WD	1140	6	36	2006	2006	2006
1454	1221	0	1	2	0	3.0	1.0	410	0	6.0	1.0	1	4.0	811	Y	4.0	0	3	VinylSd	VinylSd	4	0	0.0	0	PConc	2	8	400	2	3.0	2.0	3.0	Attchd	2004.0	1221	0	GasA	5	1Story	1	4	Lvl	Gtl	7500	Inside	62.0	4	0	0	0	10	FV	Somerst	113	5	7	1.0	CompShg	Gable	Normal	185000	WD	1221	6	0	2004	2005	2009
1455	953	694	0	3	0	3.0	1.0	0	0	1.0	1.0	0	4.0	953	Y	4.0	0	3	VinylSd	VinylSd	3	0	3.0	1	PConc	2	8	460	2	3.0	2.0	3.0	Attchd	1999.0	1647	1	GasA	5	2Story	1	3	Lvl	Gtl	7917	Inside	62.0	4	0	0	0	8	RL	Gilbert	40	5	6	1.0	CompShg	Gable	Normal	175000	WD	953	7	0	1999	2000	2007
1456	2073	0	0	3	0	3.0	1.0	790	163	5.0	3.0	1	4.0	589	Y	4.0	0	3	Plywood	Plywood	3	1	3.0	2	CBlock	2	7	500	2	3.0	1.0	3.0	Attchd	1978.0	2073	0	GasA	3	1Story	1	3	Lvl	Gtl	13175	Inside	85.0	4	1	0	0	2	RL	NWAmes	0	6	6	1.0	CompShg	Gable	Normal	210000	WD	1542	7	349	1978	1988	2010
1457	1188	1152	0	4	0	4.0	1.0	275	0	6.0	1.0	0	3.0	877	Y	4.0	0	4	CemntBd	CmentBd	5	1	4.0	2	Stone	2	8	252	1	3.0	2.0	3.0	Attchd	1941.0	2340	0	GasA	5	2Story	1	4	Lvl	Gtl	9042	Inside	66.0	4	0	1	2500	5	RL	Crawfor	60	9	7	1.0	CompShg	Gable	Normal	266500	WD	1152	9	0	1941	2006	2010
1458	1078	0	0	2	0	3.0	2.0	49	1029	6.0	3.0	1	3.0	0	Y	3.0	112	3	MetalSd	MetalSd	3	0	0.0	0	CBlock	1	8	240	1	3.0	1.0	3.0	Attchd	1950.0	1078	0	GasA	4	1Story	1	4	Lvl	Gtl	9717	Inside	68.0	4	0	0	0	4	RL	NAmes	0	6	5	1.0	CompShg	Hip	Normal	142125	WD	1078	5	366	1950	1996	2010
1459	1256	0	0	3	0	3.0	1.0	830	290	4.0	2.0	1	3.0	136	Y	4.0	0	3	HdBoard	HdBoard	4	0	0.0	0	CBlock	1	8	276	1	3.0	3.0	3.0	Attchd	1965.0	1256	1	GasA	4	1Story	1	3	Lvl	Gtl	9937	Inside	75.0	4	0	0	0	6	RL	Edwards	68	6	5	1.0	CompShg	Gable	Normal	147500	WD	1256	6	736	1965	1965	2008

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows